{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<p align=\"center\">\n",
    "    <img src=\"https://github.com/GeostatsGuy/GeostatsPy/blob/master/TCG_color_logo.png?raw=true\" width=\"220\" height=\"240\" />\n",
    "\n",
    "</p>\n",
    "\n",
    "### Kriging for By-facies Estimation \n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "##### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "Here's a simple workflow for spatial estimation with kriging and indicator kriging. This step is ciritical for:\n",
    "\n",
    "1. Prediction away from wells, e.g. pre-drill assessments.\n",
    "2. Spatial cross validation.\n",
    "3. Spatial uncertainty modeling.\n",
    "\n",
    "First let's explain the concept of spatial estimation.\n",
    "\n",
    "#### Spatial Estimation\n",
    "\n",
    "Consider the case of making an estimate at some unsampled location, $𝑧(\\bf{u}_0)$, where $z$ is the property of interest (e.g. porosity etc.) and $𝐮_0$ is a location vector describing the unsampled location.\n",
    "\n",
    "How would you do this given data, $𝑧(\\bf{𝐮}_1)$, $𝑧(\\bf{𝐮}_2)$, and $𝑧(\\bf{𝐮}_3)$?\n",
    "\n",
    "It would be natural to use a set of linear weights to formulate the estimator given the available data.\n",
    "\n",
    "\\begin{equation}\n",
    "z^{*}(\\bf{u}) = \\sum^{n}_{\\alpha = 1} \\lambda_{\\alpha} z(\\bf{u}_{\\alpha})\n",
    "\\end{equation}\n",
    "\n",
    "We could add an unbiasedness constraint to impose the sum of the weights equal to one.  What we will do is assign the remainder of the weight (one minus the sum of weights) to the global average; therefore, if we have no informative data we will estimate with the global average of the property of interest.\n",
    "\n",
    "\\begin{equation}\n",
    "z^{*}(\\bf{u}) = \\sum^{n}_{\\alpha = 1} \\lambda_{\\alpha} z(\\bf{u}_{\\alpha}) + \\left(1-\\sum^{n}_{\\alpha = 1} \\lambda_{\\alpha} \\right) \\overline{z}\n",
    "\\end{equation}\n",
    "\n",
    "We will make a stationarity assumption, so let's assume that we are working with residuals, $y$. \n",
    "\n",
    "\\begin{equation}\n",
    "y^{*}(\\bf{u}) = z^{*}(\\bf{u}) - \\overline{z}(\\bf{u})\n",
    "\\end{equation}\n",
    "\n",
    "If we substitute this form into our estimator the estimator simplifies, since the mean of the residual is zero.\n",
    "\n",
    "\\begin{equation}\n",
    "y^{*}(\\bf{u}) = \\sum^{n}_{\\alpha = 1} \\lambda_{\\alpha} y(\\bf{u}_{\\alpha})\n",
    "\\end{equation}\n",
    "\n",
    "while satisfying the unbaisedness constraint.  \n",
    "\n",
    "#### Kriging\n",
    "\n",
    "Now the next question is what weights should we use?  \n",
    "\n",
    "We could use equal weighting, $\\lambda = \\frac{1}{n}$, and the estimator would be the average of the local data applied for the spatial estimate. This would not be very informative.\n",
    "\n",
    "We could assign weights considering the spatial context of the data and the estimate:\n",
    "\n",
    "* **spatial continuity** as quantified by the variogram (and covariance function)\n",
    "* **redundancy** the degree of spatial continuity between all of the available data with themselves \n",
    "* **closeness** the degree of spatial continuity between the avaiable data and the estimation location\n",
    "\n",
    "The kriging approach accomplishes this, calculating the best linear unbiased weights for the local data to estimate at the unknown location.  The derivation of the kriging system and the resulting linear set of equations is available in the lecture notes.  Furthermore kriging provides a measure of the accuracy of the estimate!  This is the kriging estimation variance (sometimes just called the kriging variance).\n",
    "\n",
    "\\begin{equation}\n",
    "\\sigma^{2}_{E}(\\bf{u}) = C(0) - \\sum^{n}_{\\alpha = 1} \\lambda_{\\alpha} C(\\bf{u}_0 - \\bf{u}_{\\alpha})\n",
    "\\end{equation}\n",
    "\n",
    "What is 'best' about this estimate? Kriging estimates are best in that they minimize the above estimation variance. \n",
    "\n",
    "#### Properties of Kriging\n",
    "\n",
    "Here are some important properties of kriging:\n",
    "\n",
    "* **Exact interpolator** - kriging estimates with the data values at the data locations\n",
    "* **Kriging variance** can be calculated before getting the sample information, as the kriging estimation variance is not dependent on the values of the data nor the kriging estimate, i.e. the kriging estimator is homoscedastic. \n",
    "* **Spatial context** - kriging takes into account, furthermore to the statements on spatial continuity, closeness and redundancy we can state that kriging accounts for the configuration of the data and structural continuity of the variable being estimated.\n",
    "* **Scale** - kriging may be generalized to account for the support volume of the data and estimate. We will cover this later.\n",
    "* **Multivariate** - kriging may be generalized to account for multiple secondary data in the spatial estimate with the cokriging system. We will cover this later.\n",
    "* **Smoothing effect** of kriging can be forecast. We will use this to build stochastic simulations later.\n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data file to your working directory.  They are available here:\n",
    "\n",
    "* Tabular data - sample_data_MV_biased.csv available at https://git.io/fhgu0.\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. \n",
    "\n",
    "#### Load the required libraries\n",
    "\n",
    "The following code loads the required libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import geostatspy.GSLIB as GSLIB                       # GSLIB utilies, visualization and wrapper\n",
    "import geostatspy.geostats as geostats                 # GSLIB methods convert to Python    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also need some standard packages. These should have been installed with Anaconda 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os                                               # to set current working directory \n",
    "import numpy as np                                      # arrays and matrix math\n",
    "import pandas as pd                                     # DataFrames\n",
    "import matplotlib.pyplot as plt                         # plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you get a package import error, you may have to first install some of these packages. This can usually be accomplished by opening up a command window on Windows and then typing 'python -m pip install [package-name]'. More assistance is available with the respective package docs.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time).  Also, in this case make sure to place the required (see above) GSLIB executables in this directory or a location identified in the environmental variable *Path*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#os.chdir(\"d:/PGE383\")                                   # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>280.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.136716</td>\n",
       "      <td>17.126888</td>\n",
       "      <td>4728.067903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>230.0</td>\n",
       "      <td>749.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.204587</td>\n",
       "      <td>1665.384124</td>\n",
       "      <td>3994.709069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>300.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.159891</td>\n",
       "      <td>105.797436</td>\n",
       "      <td>3658.811458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>620.0</td>\n",
       "      <td>389.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.100296</td>\n",
       "      <td>7.578784</td>\n",
       "      <td>6397.384419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>370.0</td>\n",
       "      <td>689.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.142434</td>\n",
       "      <td>218.419949</td>\n",
       "      <td>5072.154879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       X      Y  Facies  Porosity         Perm           AI\n",
       "0  280.0  409.0     1.0  0.136716    17.126888  4728.067903\n",
       "1  230.0  749.0     1.0  0.204587  1665.384124  3994.709069\n",
       "2  300.0  500.0     1.0  0.159891   105.797436  3658.811458\n",
       "3  620.0  389.0     0.0  0.100296     7.578784  6397.384419\n",
       "4  370.0  689.0     1.0  0.142434   218.419949  5072.154879"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fraction_data = 0.2                                     # extract a fraction of data for demonstration / faster runs, set to 1.0 for homework\n",
    "\n",
    "#df = pd.read_csv(\"sample_data_MV_biased.csv\")                     # read a .csv file in as a DataFrame\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/master/sample_data_MV_biased.csv\") # load the data from Dr. Pyrcz's GitHub repository\n",
    "\n",
    "if fraction_data < 1.0:\n",
    "    df = df.sample(frac = fraction_data,replace = False,random_state = 73073)\n",
    "df = df.reset_index()\n",
    "df = df.iloc[:,2:]\n",
    "\n",
    "df_sand = pd.DataFrame.copy(df[df['Facies'] == 1]).reset_index()  # copy only 'Facies' = sand records\n",
    "df_shale = pd.DataFrame.copy(df[df['Facies'] == 0]).reset_index() # copy only 'Facies' = shale records\n",
    "#print(df.iloc[0:5,:])                                  # display first 4 samples in the table as a preview\n",
    "df.head()                                               # we could also use this command for a table preview "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at summary statistics for all facies combined:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <td>30.0</td>\n",
       "      <td>36.833333</td>\n",
       "      <td>21.133538</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>19.750000</td>\n",
       "      <td>34.500000</td>\n",
       "      <td>53.750000</td>\n",
       "      <td>73.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>30.0</td>\n",
       "      <td>505.333333</td>\n",
       "      <td>274.461647</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>260.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>777.500000</td>\n",
       "      <td>990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>30.0</td>\n",
       "      <td>399.433333</td>\n",
       "      <td>266.244467</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>204.750000</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>639.000000</td>\n",
       "      <td>999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.095903</td>\n",
       "      <td>0.017411</td>\n",
       "      <td>0.062169</td>\n",
       "      <td>0.088839</td>\n",
       "      <td>0.099708</td>\n",
       "      <td>0.106937</td>\n",
       "      <td>0.122079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>30.0</td>\n",
       "      <td>3.355391</td>\n",
       "      <td>4.271094</td>\n",
       "      <td>0.300430</td>\n",
       "      <td>0.552129</td>\n",
       "      <td>1.822524</td>\n",
       "      <td>3.126287</td>\n",
       "      <td>17.287735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5645.391899</td>\n",
       "      <td>1050.244925</td>\n",
       "      <td>3852.669561</td>\n",
       "      <td>4943.656177</td>\n",
       "      <td>5722.539150</td>\n",
       "      <td>6402.165160</td>\n",
       "      <td>7561.250336</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          count         mean          std          min          25%  \\\n",
       "index      30.0    36.833333    21.133538     3.000000    19.750000   \n",
       "X          30.0   505.333333   274.461647    70.000000   260.000000   \n",
       "Y          30.0   399.433333   266.244467    19.000000   204.750000   \n",
       "Facies     30.0     0.000000     0.000000     0.000000     0.000000   \n",
       "Porosity   30.0     0.095903     0.017411     0.062169     0.088839   \n",
       "Perm       30.0     3.355391     4.271094     0.300430     0.552129   \n",
       "AI         30.0  5645.391899  1050.244925  3852.669561  4943.656177   \n",
       "\n",
       "                  50%          75%          max  \n",
       "index       34.500000    53.750000    73.000000  \n",
       "X          500.000000   777.500000   990.000000  \n",
       "Y          334.000000   639.000000   999.000000  \n",
       "Facies       0.000000     0.000000     0.000000  \n",
       "Porosity     0.099708     0.106937     0.122079  \n",
       "Perm         1.822524     3.126287    17.287735  \n",
       "AI        5722.539150  6402.165160  7561.250336  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()                          # summary table of all facies combined DataFrame statistics\n",
    "df_sand.describe().transpose()                     # summary table of sand only DataFrame statistics\n",
    "df_shale.describe().transpose()                    # summary table of shale only DataFrame statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's also look at the distributions.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)                                        # plot original sand and shale porosity histograms\n",
    "plt.hist(df['Porosity'], facecolor='darkorange',bins=np.linspace(0.0,0.25,1000),histtype=\"stepfilled\",alpha=0.8,density=True,cumulative=True,edgecolor='black',label='Original')\n",
    "plt.xlim([0.05,0.25]); plt.ylim([0,1.0])\n",
    "plt.xlabel('Porosity (fraction)'); plt.ylabel('Frequency'); plt.title('Porosity')\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplot(122)                                        # plot nscore transformed sand and shale histograms\n",
    "plt.hist(df['Perm'], facecolor='darkorange',bins=np.linspace(0.0,1000.0,100000),histtype=\"stepfilled\",alpha=0.8,density=True,cumulative=True,edgecolor='black',label='Original')\n",
    "plt.xlim([0.0,1000.0]); plt.ylim([0,1.0])\n",
    "plt.xlabel('Permeability (mD)'); plt.ylabel('Frequency'); plt.title('Permeability')\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.2, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observe from the CDFs that the porosity distribution is 'Gaussian-like' in shape, while the permeability distribution is 'lognormal-like'.  They both look well behaved.\n",
    "\n",
    "For brevity we will omit data declustering from this workflow. We will assume declustered means for the porosity and permeability to apply with simple kriging.\n",
    "\n",
    "Let's plot the location maps of porosity and permeability for all facies. We will also include a cross plot of permeability vs. porosity colored by facies to aid with comparison in spatial features between the porosity and permeability data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "\n",
    "xsiz = 10; ysiz = 10                    # cell size\n",
    "nx = 100; ny = 100                      # number of cells\n",
    "xmn = 5; ymn = 5                        # grid origin, location center of lower left cell\n",
    "\n",
    "cmap = plt.cm.plasma                    # color map\n",
    "GSLIB.locmap_st(df,'X','Y','Facies',xmin,xmax,ymin,ymax,0,1,'Well Data - Facies','X(m)','Y(m)','Facies (0 - shale, 1 - sand)',cmap)\n",
    "\n",
    "plt.subplot(221)\n",
    "GSLIB.locmap_st(df,'X','Y','Facies',xmin,xmax,ymin,ymax,0,1,'Well Data - Facies','X(m)','Y(m)','Facies (0 - shale, 1 - sand)',cmap)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',0,1000,0,1000,0,0.25,'Porosity - All Facies','X (m)','Y (m)','Nscore Porosity',cmap)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Perm',0,1000,0,1000,0,1000,'Permeability - All Facies','X (m)','Y (m)','Nscore Permeability',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "facies = df['Facies'].values +0.01\n",
    "plt.scatter(df['Porosity'],df['Perm'],c = facies,edgecolor = 'black',cmap = plt.cm.inferno)\n",
    "#plt.plot([-3,3],[-3,3],color = 'black')\n",
    "plt.xlabel(r'Porosity (%)')\n",
    "plt.ylabel(r'Permeability (Md)')\n",
    "plt.title('Permeability vs. Porosity')\n",
    "plt.xlim([0,0.25])\n",
    "plt.ylim([0,1000])\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=2.2, wspace=0.5, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now separate the data and visualize the porosity and permeability location maps by facies.  For our by-facies spatial estimation workflow we will separate the data by-facies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221)\n",
    "GSLIB.locmap_st(df_sand,'X','Y','Porosity',0,1000,0,1000,0,0.25,'Porosity - Sand','X (m)','Y (m)','Porosity',cmap)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.locmap_st(df_shale,'X','Y','Porosity',0,1000,0,1000,0,0.25,'Porosity - Shale','X (m)','Y (m)','Porosity',cmap)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df_sand,'X','Y','Perm',0,1000,0,1000,0,1000,'Permeability - Sand','X (m)','Y (m)','Permeability',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df_shale,'X','Y','Perm',0,1000,0,1000,0,1000,'Permeability - Shale','X (m)','Y (m)','Permeability',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=2.2, wspace=0.5, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indicator Kriging for Facies \n",
    "\n",
    "To demonstrate kriging we will assume variogram models, rather than calculate experimental variograms and then model them.  This is for brevity and so we can be free to experiment with different vairogram models to observe the impact on kriging.\n",
    "\n",
    "Let's first set up the basic indicator kriging parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "nxdis = 1; nydis = 1                       # block kriging discretizations, 1 for point kriging\n",
    "ndmin = 0; ndmax = 40                      # minimum and maximum data for kriging \n",
    "radius = 500                               # maximum search distance\n",
    "ktype = 0                                  # kriging type, 0 - simple, 1 - ordinary\n",
    "ivtype = 0                                 # variable type, 0 - categorical, 1 - continuous\n",
    "tmin = -999; tmax = 999;                   # data trimming limits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's specify the facies categories, global proportions along with the spatial continuity models for both facies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ncut = 2                                   # number of facies\n",
    "thresh = [0,1]                             # the facies categories\n",
    "gcdf = [0.4,0.6]                           # the global proportions of the categories\n",
    "varios = []                                # the variogram list\n",
    "varios.append(GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=500,hmin1=500)) # shale indicator variogram\n",
    "varios.append(GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=500,hmin1=500)) # sand indicator variogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are ready to run the indicator kriging with the 2 cateogries (sand and shale) and calculate the probability of sand and shale at all locations and plot the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data for IK3D: Variable column Facies\n",
      "  Number   = 74\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on the kriging\n",
      "   currently on estimate 0\n",
      "   currently on estimate 1000\n",
      "   currently on estimate 2000\n",
      "   currently on estimate 3000\n",
      "   currently on estimate 4000\n",
      "   currently on estimate 5000\n",
      "   currently on estimate 6000\n",
      "   currently on estimate 7000\n",
      "   currently on estimate 8000\n",
      "   currently on estimate 9000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "no_trend = np.zeros((1,1))                  # null ndarray not of correct size so ik2d will not use a trend - will fix this\n",
    "ikmap = geostats.ik2d(df,'X','Y','Facies',ivtype,0,2,thresh,gcdf,no_trend,tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz, ndmin,ndmax,radius,ktype,vario=varios)\n",
    "\n",
    "plt.subplot(221) \n",
    "GSLIB.locpix_st(ikmap[:,:,0],xmin,xmax,ymin,ymax,xsiz,0.0,1.0,df,'X','Y','Facies','Probability Shale','X(m)','Y(m)','Probability Facies',cmap)\n",
    "plt.subplot(222) \n",
    "GSLIB.locpix_st(ikmap[:,:,1],xmin,xmax,ymin,ymax,xsiz,0.0,1.0,df,'X','Y','Facies','Probability Sand','X(m)','Y(m)','Probability Facies',cmap)\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=2.5, wspace=0.2, hspace=0.2) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results are quite interesting.  With the use of ordinary kriging we are able to handle the nonstationarity in the sand a shale data.  See how the probability remains consistent away from data in locations with consistent facies. \n",
    "\n",
    "* For a surprising result, switch to simple kriging. We are actually using quite a short variogram range and we see the global proportions away from the data!\n",
    "\n",
    "#### Kriging for Porosity and Permeability\n",
    "\n",
    "Now let's try some kriging with the continuous properties. For this workflow we will demonstrate a cookie-cutter approach.  The steps are:\n",
    "\n",
    "1. model the facies, sand and shale, probabilities with indicator kriging\n",
    "2. model the porosity for sand and shale separately and exhaustively, i.e. at all locations in the model\n",
    "3. model the permeability for sand and shale separately and exhaustively, i.e. at all locations in the model\n",
    "4. assign sand and shale locations based on the probabilities from step 1 \n",
    "5. combine the porosity and permeability from sand and shale regions together\n",
    "\n",
    "Limitations of this Workflow:\n",
    "\n",
    "* kriging is too smooth, the spatial continuity is too high\n",
    "* kriging does not reproduce the continuous property distributions\n",
    "* we are not accounting for the correlation between porosity and permeability \n",
    "\n",
    "We will correct these issues when we perform simulation later.\n",
    "\n",
    "We need to add a couple of parameters and assume a porosity variogram model.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "skmean_por = 0.10; skmean_perm = 65.0      # simple kriging mean (used if simple kriging is selected below)\n",
    "ktype = 0                                  # kriging type, 0 - simple, 1 - ordinary\n",
    "radius = 300                               # search radius for neighbouring data\n",
    "nxdis = 1; nydis = 1                       # number of grid discretizations for block kriging (not tested)\n",
    "ndmin = 0; ndmax = 40                      # minimum and maximum data for an estimate\n",
    "tmin = 0.0                                 # minimum property value\n",
    "por_vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=45,hmaj1=300,hmin1=300) # porosity variogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with spatial estimates of porosity and permeability with all facies combined. We will also look at the kriging estimation variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Estimated   10000 blocks \n",
      "      average   0.11811465397054353  variance  0.0006000202795742801\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "por_kmap, por_vmap = geostats.kb2d(df,'X','Y','Porosity',tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,nxdis,nydis,\n",
    "         ndmin,ndmax,radius,ktype,skmean_por,por_vario)\n",
    "\n",
    "# perm_kmap, perm_vmap = geostats.kb2d(df,'X','Y','Perm',tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,nxdis,nydis,\n",
    "#          ndmin,ndmax,radius,ktype,skmean_perm,por_vario)\n",
    "\n",
    "plt.subplot(121)\n",
    "GSLIB.locpix_st(por_kmap,xmin,xmax,ymin,ymax,xsiz,0.0,0.25,df,'X','Y','Porosity','Kriging Estimate','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "plt.subplot(122)\n",
    "GSLIB.pixelplt_st(por_vmap,xmin,xmax,ymin,ymax,xsiz,0.0,1.0,'Kriging Variance','X(m)','Y(m)','Porosity (%^2)',cmap)\n",
    "\n",
    "# plt.subplot(223)\n",
    "# GSLIB.locpix_st(perm_kmap,xmin,xmax,ymin,ymax,xsiz,0.0,1000,df,'X','Y','Perm','Kriging Estimate','X(m)','Y(m)','Permeability (mD)',cmap)\n",
    "\n",
    "# plt.subplot(224)\n",
    "# GSLIB.pixelplt_st(perm_vmap,xmin,xmax,ymin,ymax,xsiz,0.0,1.0,'Kriging Variance','X(m)','Y(m)','Permeability (mD^2)',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.3, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results look good. There are a couple of 'blank values' in the permeability estimates, caused by negative estimates due to the extrapolation of kriging (negative weights with the screening effect).  In future releases of the package I will ensure that the kriging estimates are limited to the range set by the $tmin$ and $tmax$ parameters.  Nevertheless, this is instructive!\n",
    "\n",
    "Now let's build spatial estimation models for sand and shale separately. Now we need variograms for sand and shale separately, along with the declustered global means if simple kriging is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "skmean_por_sand = 0.10; skmean_por_shale = 0.08\n",
    "skmean_perm_sand = 3.0; skmean_perm_shale = 0.5\n",
    "\n",
    "por_sand_vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=500,hmin1=500) # porosity sand variogram\n",
    "por_shale_vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=500,hmin1=500) # porosity shale variogram\n",
    "\n",
    "# perm_sand_vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=100,hmin1=100) # perm sand variogram\n",
    "# perm_shale_vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=0,hmaj1=10,hmin1=10) # perm shale variogram\n",
    "\n",
    "facies_kmap = np.zeros((ny,nx)); por_kmap = np.zeros((ny,nx)); perm_kmap = np.zeros((ny,nx)) # declare array to combine values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to run these models, by-facies and visualize the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Estimated   10000 blocks \n",
      "      average   0.13047612897254043  variance  0.00031954238741583804\n",
      "  Estimated   10000 blocks \n",
      "      average   0.09894517270299363  variance  0.00012543322496456726\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "por_sand_kmap, por_sand_vmap = geostats.kb2d(df_sand,'X','Y','Porosity',tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,nxdis,nydis,\n",
    "         ndmin,ndmax,radius,ktype,skmean_por_sand,por_sand_vario)\n",
    "\n",
    "# perm_sand_kmap, perm_sand_vmap = geostats.kb2d(df_sand,'X','Y','Perm',tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,nxdis,nydis,\n",
    "#          ndmin,ndmax,radius,ktype,skmean_perm_sand,perm_sand_vario)\n",
    "\n",
    "por_shale_kmap, por_shale_vmap = geostats.kb2d(df_shale,'X','Y','Porosity',tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,nxdis,nydis,\n",
    "         ndmin,ndmax,radius,ktype,skmean_por_shale,por_shale_vario)\n",
    "\n",
    "# perm_shale_kmap, perm_shale_vmap = geostats.kb2d(df_shale,'X','Y','Perm',tmin,tmax,nx,xmn,xsiz,ny,ymn,ysiz,nxdis,nydis,\n",
    "#          ndmin,ndmax,radius,ktype,skmean_perm_shale,perm_shale_vario)\n",
    "\n",
    "for iy in range(0,ny):\n",
    "    for ix in range(0,nx):\n",
    "        if ikmap[iy,ix,1] > 0.5:   # current location is assumed to be sand\n",
    "            facies_kmap[iy,ix] = 1\n",
    "            por_kmap[iy,ix] = por_sand_kmap[iy,ix];\n",
    "#            perm_kmap[iy,ix] = perm_sand_kmap[iy,ix];\n",
    "            por_shale_kmap[iy,ix] = -1\n",
    "#            perm_shale_kmap[iy,ix] = -1\n",
    "        else:                      # current location is assumed to be shale\n",
    "            facies_kmap[iy,ix] = 0\n",
    "            por_kmap[iy,ix] = por_shale_kmap[iy,ix];\n",
    "#            perm_kmap[iy,ix] = perm_shale_kmap[iy,ix];\n",
    "            por_sand_kmap[iy,ix] = -1\n",
    "#            perm_sand_kmap[iy,ix] = -1\n",
    "\n",
    "plt.subplot(121)\n",
    "GSLIB.locpix_st(por_sand_kmap,xmin,xmax,ymin,ymax,xsiz,0.05,0.25,df_sand,'X','Y','Porosity','Kriging Porosity Sand','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "plt.subplot(122)\n",
    "GSLIB.locpix_st(por_shale_kmap,xmin,xmax,ymin,ymax,xsiz,0.05,0.25,df_shale,'X','Y','Porosity','Kriging Porosity Shale','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "# plt.subplot(223)\n",
    "# GSLIB.locpix_st(perm_sand_kmap,xmin,xmax,ymin,ymax,xsiz,0.0,1000,df_sand,'X','Y','Perm','Kriging Permeability Sand','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "# plt.subplot(224)\n",
    "# GSLIB.locpix_st(perm_shale_kmap,xmin,xmax,ymin,ymax,xsiz,0.0,30,df_shale,'X','Y','Perm','Kriging Permeability Shale','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.3, hspace=0.3)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's visualize the estimation models for porosity and permeability by-facies put together as a single map for each property."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.subplot(131)\n",
    "GSLIB.locpix_st(facies_kmap,xmin,xmax,ymin,ymax,xsiz,0,1,df,'X','Y','Facies','Kriging Facies','X(m)','Y(m)','Facies (0-shale, 1-sand)',cmap)\n",
    "\n",
    "plt.subplot(132)\n",
    "GSLIB.locpix_st(por_kmap,xmin,xmax,ymin,ymax,xsiz,0.05,0.25,df,'X','Y','Porosity','Kriging Porosity All Facies','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "# plt.subplot(133)\n",
    "# GSLIB.locpix_st(perm_kmap,xmin,xmax,ymin,ymax,xsiz,0.0,1000,df,'X','Y','Perm','Kriging Permeability All Facies','X(m)','Y(m)','Porosity (%)',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.2, wspace=0.3, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comments\n",
    "\n",
    "This was a basic demonstration of spatial estimation. Much more could be done, I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "#### The Author:\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*\n",
    "\n",
    "With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. \n",
    "\n",
    "For more about Michael check out these links:\n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "#### Want to Work Together?\n",
    "\n",
    "I hope this content is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate.\n",
    "\n",
    "* Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! \n",
    "\n",
    "* Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems!\n",
    "\n",
    "* I can be reached at mpyrcz@austin.utexas.edu.\n",
    "\n",
    "I'm always happy to discuss,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
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